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題名 應用MODIS資料估算稻作之綠水足跡
Estimation of Green Water Footprint of Rice Paddies Using MODIS Data作者 黃姿瑜
Huang, Tzu Yu貢獻者 林士淵
Lin, Shih Yuan
黃姿瑜
Huang, Tzu Yu關鍵詞 稻作
綠水足跡
蒸發散量
MOD16
逐步迴歸
rice
Green Water Footprint (GWF)
evapotranspiration (ET)
MOD16
stepwise regression日期 2016 上傳時間 2-九月-2016 00:52:46 (UTC+8) 摘要 水足跡為一新興發展之水資源消耗衡量指標,可用以估計水資源之分佈與途徑。其中「綠水足跡」係指生產過程中消耗的雨水量,包含降水的總蒸發散量及產品中所含水分;綠水能使作物成長而具生產性,然因其一部潛藏於產品中且含量甚低、另一部為蒸發散形式而致使推估不易、遭致忽略。為使作物生產用水量能被精確統計,有效估算綠水足跡至為重要。 遙測產品─MODIS全球地表蒸發散監測資料(MOD16)具有高精度、涵蓋面積廣闊且長期監測之優勢,然若欲實際運用則將有產品釋出時間延遲及空間缺漏或低解析度等限制。故,本研究以MOD16資料為基礎,搭配可能影響稻作蒸發散量之氣象或自然因子,透過統計方法中的逐步迴歸法,建立蒸發散量之推估模型,以改進MOD16資料之時空限制、並供後續精確估算依使用者特定時間需求且完整的稻作綠水足跡。
Water Footprint (WF) is a recently developed indicator to identify the usage and distribution of the fresh water resource. Among different types of WFs, Green WF (GWF) is referred to total rainwater evapotranspiration (ET) plus the amount of water incorporating in a product. As the water incorporated into the crop is about 0.1~1% of the evapotranspiration volume, Green WF is normally referred to as ET volume. Together with irrigation water withdrawn from ground or surface water (i.e. Blue water), they are the main indicators of contribution of water usage introduced in agricultural products. Therefore in order to comprehensively understand the total amount of water used during crop growing stage, it is essential to identify the amount of Blue and Green water. As Blue water footprint has been explored widely, this research focused on the estimation of Green WF. Based on the high accuracy, wide coverage and long-term extraction of rainwater evapotranspiration, a MODIS Global Terrestrial Evapotranspiration Data Set (MOD16) is applied to estimate GWF. Although the MOD16 product offers aforementioned advantages, we still encountered spatial and temporal inaccessibility. Therefore, this research aimed to overcome the drawbacks and develop a regression method considering multiple variables, including weather parameters and Normalized Difference Vegetation Index (NDVI) values, to improve the performance of GWF estimation. Through the experiments implemented in Taichung and Taitung, it was successfully demonstrated that the spatial and temporal accessibility of GWF of rice paddies calculated based on MOD 16 data was improved significantly.參考文獻 一、中文參考文獻王如易、易任,1999,『應用水文學』,臺北:國立編譯館、茂昌圖書股份有限公司。王海波、馬明國,2014,「基於遙感和Penman-Monteith模型的內陸河流域不同生態系統蒸發散估算」,『生態學報』,34(19):5617-5626。甘俊二、陳清田、陳焜耀,1996,「台灣地區作物區需水量推估模式之合適性研究」,『農業工程學報』,42(2):8-19。行政院農業委員會,2004-2015,「農業統計年報」。行政院農業委員會農糧署農業試驗所,2011,『稻米良好農業規範(TGAP)』。何浩、黄晶、淮贺举、童文杰,2010,「湖南省水稻水足迹计算及其变化特征分析」,『中國農學通報』,26(4):294-298。何漢傑,2008,「利用MODIS影像於水稻田蒸發散之研究」,國立中央大學太空科學研究所碩士論文:桃園。吳治達、鄭祈全、羅漢強,2008,「土地利用型與空間尺度對蒸發散量影響之研究」,『中華林學季刊』,41(2):211-219。吳桂平、劉元波、趙曉松、葉春,2013,「基於MOD16產品的鄱陽湖流域地表蒸發散時空分布特徵」,『地理研究』,32(4):617-627。李培芬,2006,『台灣的自然資源與生態資料庫III:農林漁牧』,臺北:行政院農委會林務局。杜榮鴻,2005,「應用MODIS影像估算潛勢蒸發散量之研究」,國立成功大學水利及海洋工程學系碩士論文:臺南。沈紅、劉文兆,2011,「基於宏觀地理因子估算黃土高原區降水資源空間分布」,『乾旱地區農業研究』,29(1):237-241。周嫦娥、李繼宇,2009,「台灣之虛擬水資源流量與糧食安全」。周嫦娥、左峻德、李繼宇、朱美琴、楊浩彥、陳詩婷、張鈺照,2011,「水足跡概念推廣與先期研究」,臺北:經濟部水利署。林永禎、徐貴新,2010,『實用水文學』,臺北:高立圖書有限公司。林惠玲、陳正倉,2011,『應用統計學』四版修訂版,臺北:雙葉書廊有限公司。邱皓政,2000,『量化研究與統計分析_SPSS中文視窗版資料』,臺北:五南圖書出版文化公司。邱皓政、林碧芳,2014,『統計學:原理與應用STATISTICS』,臺北:五南圖書出版文化公司。姚佩萱、徐貴新、鄭百佑、張元馨、張尊國,2013,「臺灣稻作水足跡分析」, 『農業工程學報』,59(3)。張元馨,2011,「臺灣農業水足跡之估算-以稻作生產為例」,國立臺灣大學生物資源暨農學院生物環境系統工程學研究所碩士論文:臺北。張偉、羅向欣、邵德民、王遠飛,2008,「基於GIS的西北太平洋熱帶氣旋影響研究」,『測繪科學』,9:49-50。張尊國,2009,「水足跡概念介紹暨臺灣水稻水足跡分析」。論文發表於〈98年度農業工程研討會〉,社團法人台灣農業工程學會:臺中,民國98年10月23日。陳令錫,2013,「淺談作物生長環境之蒸發散」,『臺中區農業改良場特刊』, 109-114。陳旭昇,2013,『時間序列分析--總體經濟與財務金融之應用』,臺北:東華書局。陳姜琦,2002,「應用衛星遙測於區域蒸發散量之估算」,國立成功大學水利及海洋工程學系碩士論文:臺南。賀添、邵全琴,2014,「基於MOD16產品的我國2001-2010年蒸發散時空格局變化分析」,『地球信息科學』,16(6):979-988。黃秋蘭、洪瑞拱,2003,「水稻新品種臺東30號之育成」,『台東區農業改良場研究彙報』,14:49-68。楊中介、遠足地理百科編輯組,2012,『稻米達人大挑戰:稻米生態及稻米知識問答集』,臺北:遠足文化。經濟部水利署,2013,「102年各標的用水量統計報告」。榮泰生,2013,『SPSS與研究方法』,臺北:五南圖書出版股份有限公司。臺中市政府主計處,2015,「主計處市政統計簡析」。鄭吉宏,2011,「區域蒸發散推估方法」,國立成功大學水利及海洋工程學系碩士論文:臺南。蕭文龍,2007,『多變量分析最佳入門實用書-SPSS+LISREAL(SEM)』,臺北: 基峰資訊股份有限公司。 二、外文參考文獻ADB, 2013, “Thinking about water differently: Managing the water-food-energy nexus”, Manila, Philippines: Asian Development Bank.Aldaya, M. M., and Hoekstra, A. Y, 2010, “The water needed for Italians to eat pasta and pizza”, Agricultural Systems, 103(6): 351-360.Aldaya, M. M., and Llamas, R., 2008, “Water Footprint Analysis for the Guadiana River Basin”, Value of Water Research Report Series No. 35, Delft, The Netherlands: UNESCO-IHE.Aldaya, M. M., Muñoz, G., and Hoekstra, A. Y., 2010, “Water footprint of cotton, wheat and rice production in Central Asia”, Value of Water Research Report Series 41, Delft, The Netherlands: UNESCO-IHE.Allan, J. A., 1997, “`Virtual water`: a long term solution for water short Middle Eastern economies?”, Water and Development Session.Allan, J. A., 2003, “Virtual Water - the Water, Food, and Trade Nexus. Useful Concept or Misleading Metaphor?”, Water International, 28(1): 106-113.Allan, J. A., 2011, Virtual Water: Tackling the Threat to Our Planet`s Most Precious Resource, New York: I. B. Tauris & Co.Ltd.Allen, R. G., Pereira, L. S., Howell, T. A., and Jensen, M. E., 2011, “Evapotranspiration information reporting: I. Factors governing measurement accuracy”, Agricultural Water Management, 98(6): 899-920.Allen, R. G., Pereira, L. S., Raes, D., and Smith, M., 1998, Crop evapotranspiration - Guidelines for computing crop water requirements - FAO Irrigation and drainage paper 56, Rome: FAO (Food and Agriculture Organization of the United Nations).Anderson, S., Aziz, O., Tootle, G., Grissino-Mayer, H., and Barnett, A., 2012, “Using Pacific Ocean climatic variability to improve hydrologic reconstructions”, Journal of Hydrology, 434–435(2012): 69-77.Avila, F. B., Dong, S., Menang, K. P., Rajczak, J., Renom, M., Donat, M. G., and Alexander, L. V., 2015, “Systematic investigation of gridding-related scaling effects on annual statistics of daily temperature and precipitation maxima: A case study for south-east Australia”, Weather and Climate Extremes, 9: 6-16.Balaghi, R., Tychon, B., Eerens, H., and Jlibene, M., 2008, “Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco”, International Journal of Applied Earth Observation and Geoinformation, 10(4): 438-452.Bastiaanssen, W., 2000, “SEBAL-based sensible and latent heat fluxes in the irrigated Gediz Basin, Turkey”, Journal of Hydrology, 229(1): 87-100.Bulsink, F., Hoekstra, A. Y., and Booij, M. J., 2009, “The water footprint of Indonesian provinces related to the consumption of crop products”, Value of Water Research Report Series No. 37, Delft, The Netherlands: UNESCO-IHE.Bulsink, F., Hoekstra, A. Y., and Booij, M. J., 2010, “The water footprint of Indonesian provinces related to the consumption of crop products”, Hydrology and Earth System Sciences, 14(1): 119-128.Chapagain, A. K., and Hoekstra, A. Y., 2004, “Water Footprint of Nations, Volume 1: Main Report”, Value of Water Research Report Series No. 16, Delft, The Netherlands: UNESCO-IHE.Chapagain, A. K., and Hoekstra, A. Y., 2011, “The blue, green and grey water footprint of rice from production and consumption perspectives”, Ecological Economics, 70(4): 749-758.Chapagain, A. K., Hoekstra, A. Y., Savenije, H. H. G., and Gautam, R., 2006, “The water footprint of cotton consumption An assessment of the impact of worldeide consumption of cotton products on the water resources in the cotton producing countries”, Ecological Economics, 60: 186-203.Chow, V. T., Maidment, D. R., and Mays, L. W., 1988, Applied Hydrology, Singapore: McGraw-Hill Book Co.Cosgrove, W. J., and Rijsberman, F. R., 2000, World Water Vision: Making Water Everybody`s Business, London: Earthscan.Dastane, N.,1978, “Effective rainfall in irrigated agriculture”, Irrigation and Drainage Paper No.25, Food and Agriculture Organization, Rome, Italy.Ercin, A. E. and Hoekstra, A. Y., 2012, “Carbon and water footprints: Concepts, methodologies and policy responses”, Paris, France: United Nations World Water Assessment Programme.Fader, M., Gerten, D., Thammer, M., Heinke, J., Lotze-Campen, H., Lucht, W., and Cramer, W., 2011), “Internal and external green-blue agricultural water footprints of nations, and related water and land savings through trade”, Hydrol. Earth Syst. Sci., 15(5): 1641-1660.Falkenmark, M., 1995, “Land and water integration and river basin management”, Paper presented at the Proceedings of a FAO informal workshop, Rome, Italy, January 31-February 2.Falkenmark, M., 1997, “Meeting water requirements of an expanding world population”, Philosophical Transactions of the Royal Society B: Biological Sciences, 352(1356): 929-936.Falkenmark, M., 2005, “Green Water - Conceptualizing Water Consumed by Terrestrial Ecosystems”, Global Water News No. 2: 1-3.Falkenmark, M., and Rockström, J., 2004, Balancing Water for Humans and Nature: The New Approach in Ecohydrology, Earthscan.Falkenmark, M., and Rockström, J., 2006, “The New Blue and Green Water Paradigm: Breaking New Ground for Water Resources Planning and Management”, J. Water Resour. Plann. Manage., 132(3): 129-132.Gerten, D., Hoff, H., Bondeau, A., Lucht, W., Smith, P., and Zaehle, S., 2005, “Contemporary “green” water flows: Simulations with a dynamic global vegetation and water balance model”, Physics and Chemistry of the Earth, Parts A/B/C, 30(6–7): 334-338.Hoekstra, A. Y., 2003, “Virtual water trade-Proceedings of the international expert meeting on virtual water trade”, Paper presented at the Proceedings of the International Expert Meeting on Virtual Water Trade, Delft, the Netherlands, December 12-13 2002.Hoekstra, A. Y., and Hung, P. Q., 2002. “Virtual water trade-A quantification of virtual water flows between nations in relation to internatonal crop trade”, Value of Water Research Report Series No. 11, Delft, the Netherlands.Hoekstra, A. Y., Chapagain, A. K., Aldaya, M. M., and Mekonnen, M. M., 2009, Water Footprint Manual: State of the Art 2009, Enschede, The Netherlands: Water Footprint Network.Hoekstra, A. Y., Chapagain, A. K., Aldaya, M. M., and Mekonnen, M. M., 2011, The Water Footprint Assessment Manual - Setting the Global Standard, UK: Earthscan.Hu, G., Jia, L., and Menenti, M., 2015, “Comparison of MOD16 and LSA-SAF MSG evapotranspiration products over Europe for 2011”, Remote Sensing of Environment, 156: 510-526.Mekonnen, M. M., and Hoekstra, A. Y., 2010, “The green, blue and grey water footprint of crops and derived crop products, Volume 1: Main Report”, Value of Water Research Report Series No. 47, Delft, The Netherlands: UNESCO-IHE.Mekonnen, M. M., and Hoekstra, A. Y., 2011a, “The green, blue and grey water footprint of crops and derived crop products”, Hydrol. Earth Syst. Sci., 15: 1577-1600.Mekonnen, M. M., and Hoekstra, A. Y., 2011b, “National water footprint accounts: the green, blue and grey water footprint of production and consumption, Volume 1: Main Report”, Value of Water Research Report Series No. 50, Delft, The Netherlands: UNESCO-IHE.Mekonnen, M. M., and Hoekstra, A. Y., 2012, “A Global Assessment of the Water Footprint of Farm Animal Products”, Ecosystems, 15: 401-415.Mekonnen, M. M., Hoekstra, A. Y., and Becht, R., 2012, “Mitigating the Water Footprint of Export Cut Flowers from the Lake Naivasha Basin, Kenya”, Water Resources Management, 26(13): 3725-3742.Mohamed, Y. A., Bastiaanssen, W. G. M., and Savenije, H. H. G., 2004, “Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques”, Journal of Hydrology, 289(1–4): 145-164.Mu, Q., Heinsch, F. A., Zhao, M., and Running, S. W., 2007, “Development of a global evapotranspiration algorithm based on MODIS and global meteorology data”, Remote Sensing of Environment, 111(4): 519-536.Mu, Q., Zhao, M., and Running, S. W., 2011, “Improvements to a MODIS global terrestrial evapotranspiration algorithm”, Remote Sensing of Environment, 115(8): 1781–1800.Mu, Q., Zhao, M., and Running, S. W., 2013, MODIS Global Terrestrial Evapotranspiration (ET) Product (NASA MOD16A2/A3) - Algorithm Theoretical Basis Document Collection 5, Washington, DC: National Aeronautics and Space Administretion.Nagler, P. L., Cleverly, J., Glenn, E., Lampkin, D., Huete, A., and Wan, Z., 2005, “Predicting riparian evapotranspiration from MODIS vegetation indices and meteorological data”, Remote Sensing of Environment, 94(1): 17-30.Ramoelo, A., Cho, M., Mathieu, R., Skidmore, A., Schlerf, M., and Heitkönig, I., 2012, “Estimating grass nutrients and biomass as an indicator of rangeland (forage) quality and quantity using remote sensing in Savanna ecosystems”, Paper presented at the 9th International Conference of the African Association of Remote Sensing and the Environment (AARSE), El Jadida, Morroco, October 29-Noverber 2.Ringersma, J., Batjes, N., and Dent, D., 2003, “Green Water: definitions and data for assessment”, The Netherlands: ISRIC.Rockström, J., 1997, On-farm agrohydrological analysis of the Sahelian yield crisis: rainfall partitioning, soil nutrients and water use efficiency of pearl millet. Doctoral thesis, Department of Systems Ecology, Stockholm University, Stockholm.Roerink, G. J., Su, Z., and Menenti, M., 2000, “S-SEBI: A simple remote sensing algorithm to estimate the surface energy balance”, Physics and Chemistry of the Earth, Part B: Hydrology, Oceans and Atmosphere, 25(2): 147-157.Romaguera, M., Salama, M. S., Krol, M. S., Su, Z., and Hoekstra, A. Y., 2012, “Remote sensing method for estimating green and blue water footprint”, Paper presented at the Remote Sensing and Hydrology Jackson Hole, Wyoming, USA., September 27-30.Sambridge, M., Braun, J., and McQueen, H., 1995, ‘Geophysical parametrization and interpolation of irregular data using natural neighbours”, Geophysical Journal International, 122(3): 837-857.Selander, L., 2014, “Making water your business: Company perspectives from the Baltic Sea Region”, Copenhagen, Denmark: Baltic Development Forum.Shiklomanov, I. A., 1998, World Water Resources: A New Appraisal and Assessment for the 21st Century : a Summary of the Monograph World Water Resources, Paris: UNESCO.Siebert, S., and Döll, P., 2010, “Quantifying blue and green virtual water contents in global crop production as well as potential production losses without irrigation”, Journal of Hydrology, 384(3-4): 198-217.Smith, M. and FAO (Food and Agriculture Organization of the United Nations), 1992, CROPWAT: A computer program for irrigation planning and management, Rome: Food & Agriculture Org.Sun, Z., Wei, B., Su, W., Shen, W., Wang, C., You, D., and Liu, Z., 2011, “Evapotranspiration estimation based on the SEBAL model in the Nansi Lake Wetland of China”, Mathematical and Computer Modelling, 54(3–4): 1086-1092.Velpuri, N. M., Senay, G. B., Singh, R. K., Bohms, S., and Verdin, J. P., 2013, “A comprehensive evaluation of two MODIS evapotranspiration products over the conterminous United States: Using point and gridded FLUXNET and water balance ET”, Remote Sensing of Environment, 139(0): 35-49.Wackernagel, M., and Rees, W., 1996, Our Ecological Footprint: Reducing Human Impact on the Earth, Gabriola Island: New Society Publishers.Westerhoff, R. S., 2015, “Using uncertainty of Penman and Penman–Monteith methods in combined satellite and ground-based evapotranspiration estimates”, Remote Sensing of Environment, 169: 102-112.Witmer, M. C. H. and Cleij, P., 2012, “Water Footprint: Useful for sustainability policies?”, Hague, Netherlands: PBL Netherlands Environmental Assessment Agency.Wu, C. D., Cheng, C. C., and Chuang, Y. C., 2012, “Spatial variability of evapotranspiration of old-growth cypress forest using remote sensing—a case study of Chilan Mountain cypress forest in Taiwan”, Canadian Journal of Forest Research, 42(6): 1060-1071.WWAP (World Water Assessment Programme), 2012, The United Nations World Water Development Report 3: Water in a Changing World (Two Vols.), France and UK: Earthscan.三、網頁參考文獻交通部中央氣象局,2015,中央氣象局測站資料說明。https://dbahr.narlabs.org.tw/pages/html/140_1.中央氣象局測站資料說明.pdf,取用日期:2015年6月10日。交通部中央氣象局,2015,臺灣氣候特徵簡介 - 臺灣的雨量。http://www.cwb.gov.tw/V7/climate/climate_info/statistics/statistics_1_2.html?,取用日期:2015年12月10日。花東製米股份有限公司,2013,天生好農產 - 米的種類。http://www.naturalrice.com.tw/type.php,取用日期:2015年12月10日。 國立中央大學太空及遙測研究中心,2003,衛星簡介>MODIS-Terra/Aqua。http://www.csrsr.ncu.edu.tw/08CSRWeb/ChinVer/C6TechSupp/Optical/MODIS.php,取用日期:2015年6月28日。國立成大產業永續發展中心,2013,環境友善 – 水足跡(WFN)。http://b10c10.web.ncku.edu.tw/files/15-1155-91027,c1455-1.php?Lang=zh-tw,取用日期:2015年12月15日。FAO (Food and Agriculture Organization of the United Nations) (2015). CROPWAT 8.0 model. Retrieved August 18, 2015, from FAO on the World Wide Web: http://www.fao.org/nr/water/infores_databases_cropwat.htmlMcCarthy, J. (2007). Our Ecological and Human Footprint. Retrieved July 5, 2015, from McCarthy, J. on the World Wide Web: http://www.ecojesuit.com/wp-content/uploads/2011/06/Our-Ecological-and-Human-Footprint_ENG.pdfMRC (Mekong Watersheds Information) (2005). Watershed Management Resource Kit- Chapter 1.2.5: Impacts of Vegetation and Land Use on Water Resources. Retrieved October 16, 2015, from MRC on the World Wide Web: http://mwi.mrcmekong.org/index.php/watershed-guidelines/guidelines?id=189USGS (U.S. Geological Survey) (2014a). Land Cover Type Yearly L3 Global 500 m SIN Grid. Land processes distributed active archive center (LP DAAS). Retrieved August 8, 2015, from USGS on the World Wide Web: https://lpdaac.usgs.gov/dataset_discovery/modis/modis_products_table/mcd12q1USGS (U.S. Geological Survey) (2014b). Vegetation Indices 16-Day L3 Global 250m. Land processes distributed active archive center (LP DAAS). Retrieved August 8, 2015, from USGS on the World Wide Web: https://lpdaac.usgs.gov/dataset_discovery/modis/modis_products_table/mod13q1WFN (Water Footprint Network) (2015). Product gallery. Retrieved July 08, 2015, from WFN on the World Wide Web: http://waterfootprint.org/en/ 描述 碩士
國立政治大學
地政學系
103257006資料來源 http://thesis.lib.nccu.edu.tw/record/#G1032570061 資料類型 thesis dc.contributor.advisor 林士淵 zh_TW dc.contributor.advisor Lin, Shih Yuan en_US dc.contributor.author (作者) 黃姿瑜 zh_TW dc.contributor.author (作者) Huang, Tzu Yu en_US dc.creator (作者) 黃姿瑜 zh_TW dc.creator (作者) Huang, Tzu Yu en_US dc.date (日期) 2016 en_US dc.date.accessioned 2-九月-2016 00:52:46 (UTC+8) - dc.date.available 2-九月-2016 00:52:46 (UTC+8) - dc.date.issued (上傳時間) 2-九月-2016 00:52:46 (UTC+8) - dc.identifier (其他 識別碼) G1032570061 en_US dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/101176 - dc.description (描述) 碩士 zh_TW dc.description (描述) 國立政治大學 zh_TW dc.description (描述) 地政學系 zh_TW dc.description (描述) 103257006 zh_TW dc.description.abstract (摘要) 水足跡為一新興發展之水資源消耗衡量指標,可用以估計水資源之分佈與途徑。其中「綠水足跡」係指生產過程中消耗的雨水量,包含降水的總蒸發散量及產品中所含水分;綠水能使作物成長而具生產性,然因其一部潛藏於產品中且含量甚低、另一部為蒸發散形式而致使推估不易、遭致忽略。為使作物生產用水量能被精確統計,有效估算綠水足跡至為重要。 遙測產品─MODIS全球地表蒸發散監測資料(MOD16)具有高精度、涵蓋面積廣闊且長期監測之優勢,然若欲實際運用則將有產品釋出時間延遲及空間缺漏或低解析度等限制。故,本研究以MOD16資料為基礎,搭配可能影響稻作蒸發散量之氣象或自然因子,透過統計方法中的逐步迴歸法,建立蒸發散量之推估模型,以改進MOD16資料之時空限制、並供後續精確估算依使用者特定時間需求且完整的稻作綠水足跡。 zh_TW dc.description.abstract (摘要) Water Footprint (WF) is a recently developed indicator to identify the usage and distribution of the fresh water resource. Among different types of WFs, Green WF (GWF) is referred to total rainwater evapotranspiration (ET) plus the amount of water incorporating in a product. As the water incorporated into the crop is about 0.1~1% of the evapotranspiration volume, Green WF is normally referred to as ET volume. Together with irrigation water withdrawn from ground or surface water (i.e. Blue water), they are the main indicators of contribution of water usage introduced in agricultural products. Therefore in order to comprehensively understand the total amount of water used during crop growing stage, it is essential to identify the amount of Blue and Green water. As Blue water footprint has been explored widely, this research focused on the estimation of Green WF. Based on the high accuracy, wide coverage and long-term extraction of rainwater evapotranspiration, a MODIS Global Terrestrial Evapotranspiration Data Set (MOD16) is applied to estimate GWF. Although the MOD16 product offers aforementioned advantages, we still encountered spatial and temporal inaccessibility. Therefore, this research aimed to overcome the drawbacks and develop a regression method considering multiple variables, including weather parameters and Normalized Difference Vegetation Index (NDVI) values, to improve the performance of GWF estimation. Through the experiments implemented in Taichung and Taitung, it was successfully demonstrated that the spatial and temporal accessibility of GWF of rice paddies calculated based on MOD 16 data was improved significantly. en_US dc.description.tableofcontents 第一章 緒論 1 第一節 研究背景 1 第二節 研究動機 4 第三節 研究目的 5 第四節 研究流程 6第二章 文獻回顧 9 第一節 水足跡之概念 9 一、 水足跡之起源 9 二、 水足跡之評估內容及步驟 11 三、 水足跡之類別 12 四、 產品水足跡應用案例 15 第二節 作物綠水足跡之估算 18 一、 綠水之概念發展及估算方法 18 二、 蒸發散量之量測方式 20 三、 稻作水足跡估算案例 25第三章 研究方法與材料 31 第一節 應用MODIS資料估算稻作綠水足跡之流程設計 31 第二節 研究方法 34 一、 建立複迴歸模型 34 二、 估算綠水足跡 39 第三節 研究材料 43 一、 MODIS衛星影像資料 43 二、 氣象資料─月均溫度、月降水量、月均風速、月均日照時數、月均溼度 47第四章 研究成果 51 第一節 以臺東地區為例─改進MOD16資料時間之限制 52 一、 研究條件及研究區域 52 二、 複迴歸分析成果 52 三、 估算綠水足跡成果 55 第二節 以臺中市為例─改進MOD16資料時間及空間之限制 61 一、 研究區域及研究限制 61 二、 複迴歸分析成果 62 三、 估算綠水足跡成果 68 第三節 小結 71第五章 討論 72 第一節 稻作蒸發散量推估模型之投入變數 72 第二節 稻作蒸發散量推估成果之時空分析 76 一、 時間分析 76 二、 空間分析 78 第三節 稻作綠水足跡估算成果之比較 82 一、 二試驗區稻作綠水足跡之比較 82 二、 與前人估算成果之比較 86第六章 結論與建議 89 第一節 結論 89 第二節 建議 91參考文獻 93 一、中文參考文獻 93 二、外文參考文獻 96 三、網頁參考文獻 102附錄1:試驗區一之逐年稻作綠水足跡地圖(MOD16資料) 105附錄2:試驗區一之逐年稻作綠水足跡地圖(迴歸模型推估) 107附錄3:試驗區二之逐年稻作綠水足跡地圖 109 zh_TW dc.format.extent 8267551 bytes - dc.format.mimetype application/pdf - dc.source.uri (資料來源) http://thesis.lib.nccu.edu.tw/record/#G1032570061 en_US dc.subject (關鍵詞) 稻作 zh_TW dc.subject (關鍵詞) 綠水足跡 zh_TW dc.subject (關鍵詞) 蒸發散量 zh_TW dc.subject (關鍵詞) MOD16 zh_TW dc.subject (關鍵詞) 逐步迴歸 zh_TW dc.subject (關鍵詞) rice en_US dc.subject (關鍵詞) Green Water Footprint (GWF) en_US dc.subject (關鍵詞) evapotranspiration (ET) en_US dc.subject (關鍵詞) MOD16 en_US dc.subject (關鍵詞) stepwise regression en_US dc.title (題名) 應用MODIS資料估算稻作之綠水足跡 zh_TW dc.title (題名) Estimation of Green Water Footprint of Rice Paddies Using MODIS Data en_US dc.type (資料類型) thesis en_US dc.relation.reference (參考文獻) 一、中文參考文獻王如易、易任,1999,『應用水文學』,臺北:國立編譯館、茂昌圖書股份有限公司。王海波、馬明國,2014,「基於遙感和Penman-Monteith模型的內陸河流域不同生態系統蒸發散估算」,『生態學報』,34(19):5617-5626。甘俊二、陳清田、陳焜耀,1996,「台灣地區作物區需水量推估模式之合適性研究」,『農業工程學報』,42(2):8-19。行政院農業委員會,2004-2015,「農業統計年報」。行政院農業委員會農糧署農業試驗所,2011,『稻米良好農業規範(TGAP)』。何浩、黄晶、淮贺举、童文杰,2010,「湖南省水稻水足迹计算及其变化特征分析」,『中國農學通報』,26(4):294-298。何漢傑,2008,「利用MODIS影像於水稻田蒸發散之研究」,國立中央大學太空科學研究所碩士論文:桃園。吳治達、鄭祈全、羅漢強,2008,「土地利用型與空間尺度對蒸發散量影響之研究」,『中華林學季刊』,41(2):211-219。吳桂平、劉元波、趙曉松、葉春,2013,「基於MOD16產品的鄱陽湖流域地表蒸發散時空分布特徵」,『地理研究』,32(4):617-627。李培芬,2006,『台灣的自然資源與生態資料庫III:農林漁牧』,臺北:行政院農委會林務局。杜榮鴻,2005,「應用MODIS影像估算潛勢蒸發散量之研究」,國立成功大學水利及海洋工程學系碩士論文:臺南。沈紅、劉文兆,2011,「基於宏觀地理因子估算黃土高原區降水資源空間分布」,『乾旱地區農業研究』,29(1):237-241。周嫦娥、李繼宇,2009,「台灣之虛擬水資源流量與糧食安全」。周嫦娥、左峻德、李繼宇、朱美琴、楊浩彥、陳詩婷、張鈺照,2011,「水足跡概念推廣與先期研究」,臺北:經濟部水利署。林永禎、徐貴新,2010,『實用水文學』,臺北:高立圖書有限公司。林惠玲、陳正倉,2011,『應用統計學』四版修訂版,臺北:雙葉書廊有限公司。邱皓政,2000,『量化研究與統計分析_SPSS中文視窗版資料』,臺北:五南圖書出版文化公司。邱皓政、林碧芳,2014,『統計學:原理與應用STATISTICS』,臺北:五南圖書出版文化公司。姚佩萱、徐貴新、鄭百佑、張元馨、張尊國,2013,「臺灣稻作水足跡分析」, 『農業工程學報』,59(3)。張元馨,2011,「臺灣農業水足跡之估算-以稻作生產為例」,國立臺灣大學生物資源暨農學院生物環境系統工程學研究所碩士論文:臺北。張偉、羅向欣、邵德民、王遠飛,2008,「基於GIS的西北太平洋熱帶氣旋影響研究」,『測繪科學』,9:49-50。張尊國,2009,「水足跡概念介紹暨臺灣水稻水足跡分析」。論文發表於〈98年度農業工程研討會〉,社團法人台灣農業工程學會:臺中,民國98年10月23日。陳令錫,2013,「淺談作物生長環境之蒸發散」,『臺中區農業改良場特刊』, 109-114。陳旭昇,2013,『時間序列分析--總體經濟與財務金融之應用』,臺北:東華書局。陳姜琦,2002,「應用衛星遙測於區域蒸發散量之估算」,國立成功大學水利及海洋工程學系碩士論文:臺南。賀添、邵全琴,2014,「基於MOD16產品的我國2001-2010年蒸發散時空格局變化分析」,『地球信息科學』,16(6):979-988。黃秋蘭、洪瑞拱,2003,「水稻新品種臺東30號之育成」,『台東區農業改良場研究彙報』,14:49-68。楊中介、遠足地理百科編輯組,2012,『稻米達人大挑戰:稻米生態及稻米知識問答集』,臺北:遠足文化。經濟部水利署,2013,「102年各標的用水量統計報告」。榮泰生,2013,『SPSS與研究方法』,臺北:五南圖書出版股份有限公司。臺中市政府主計處,2015,「主計處市政統計簡析」。鄭吉宏,2011,「區域蒸發散推估方法」,國立成功大學水利及海洋工程學系碩士論文:臺南。蕭文龍,2007,『多變量分析最佳入門實用書-SPSS+LISREAL(SEM)』,臺北: 基峰資訊股份有限公司。 二、外文參考文獻ADB, 2013, “Thinking about water differently: Managing the water-food-energy nexus”, Manila, Philippines: Asian Development Bank.Aldaya, M. M., and Hoekstra, A. Y, 2010, “The water needed for Italians to eat pasta and pizza”, Agricultural Systems, 103(6): 351-360.Aldaya, M. M., and Llamas, R., 2008, “Water Footprint Analysis for the Guadiana River Basin”, Value of Water Research Report Series No. 35, Delft, The Netherlands: UNESCO-IHE.Aldaya, M. M., Muñoz, G., and Hoekstra, A. Y., 2010, “Water footprint of cotton, wheat and rice production in Central Asia”, Value of Water Research Report Series 41, Delft, The Netherlands: UNESCO-IHE.Allan, J. A., 1997, “`Virtual water`: a long term solution for water short Middle Eastern economies?”, Water and Development Session.Allan, J. A., 2003, “Virtual Water - the Water, Food, and Trade Nexus. Useful Concept or Misleading Metaphor?”, Water International, 28(1): 106-113.Allan, J. A., 2011, Virtual Water: Tackling the Threat to Our Planet`s Most Precious Resource, New York: I. B. Tauris & Co.Ltd.Allen, R. G., Pereira, L. S., Howell, T. A., and Jensen, M. E., 2011, “Evapotranspiration information reporting: I. Factors governing measurement accuracy”, Agricultural Water Management, 98(6): 899-920.Allen, R. G., Pereira, L. S., Raes, D., and Smith, M., 1998, Crop evapotranspiration - Guidelines for computing crop water requirements - FAO Irrigation and drainage paper 56, Rome: FAO (Food and Agriculture Organization of the United Nations).Anderson, S., Aziz, O., Tootle, G., Grissino-Mayer, H., and Barnett, A., 2012, “Using Pacific Ocean climatic variability to improve hydrologic reconstructions”, Journal of Hydrology, 434–435(2012): 69-77.Avila, F. B., Dong, S., Menang, K. P., Rajczak, J., Renom, M., Donat, M. G., and Alexander, L. V., 2015, “Systematic investigation of gridding-related scaling effects on annual statistics of daily temperature and precipitation maxima: A case study for south-east Australia”, Weather and Climate Extremes, 9: 6-16.Balaghi, R., Tychon, B., Eerens, H., and Jlibene, M., 2008, “Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco”, International Journal of Applied Earth Observation and Geoinformation, 10(4): 438-452.Bastiaanssen, W., 2000, “SEBAL-based sensible and latent heat fluxes in the irrigated Gediz Basin, Turkey”, Journal of Hydrology, 229(1): 87-100.Bulsink, F., Hoekstra, A. Y., and Booij, M. J., 2009, “The water footprint of Indonesian provinces related to the consumption of crop products”, Value of Water Research Report Series No. 37, Delft, The Netherlands: UNESCO-IHE.Bulsink, F., Hoekstra, A. Y., and Booij, M. J., 2010, “The water footprint of Indonesian provinces related to the consumption of crop products”, Hydrology and Earth System Sciences, 14(1): 119-128.Chapagain, A. K., and Hoekstra, A. Y., 2004, “Water Footprint of Nations, Volume 1: Main Report”, Value of Water Research Report Series No. 16, Delft, The Netherlands: UNESCO-IHE.Chapagain, A. K., and Hoekstra, A. Y., 2011, “The blue, green and grey water footprint of rice from production and consumption perspectives”, Ecological Economics, 70(4): 749-758.Chapagain, A. K., Hoekstra, A. Y., Savenije, H. H. G., and Gautam, R., 2006, “The water footprint of cotton consumption An assessment of the impact of worldeide consumption of cotton products on the water resources in the cotton producing countries”, Ecological Economics, 60: 186-203.Chow, V. T., Maidment, D. R., and Mays, L. W., 1988, Applied Hydrology, Singapore: McGraw-Hill Book Co.Cosgrove, W. J., and Rijsberman, F. R., 2000, World Water Vision: Making Water Everybody`s Business, London: Earthscan.Dastane, N.,1978, “Effective rainfall in irrigated agriculture”, Irrigation and Drainage Paper No.25, Food and Agriculture Organization, Rome, Italy.Ercin, A. E. and Hoekstra, A. Y., 2012, “Carbon and water footprints: Concepts, methodologies and policy responses”, Paris, France: United Nations World Water Assessment Programme.Fader, M., Gerten, D., Thammer, M., Heinke, J., Lotze-Campen, H., Lucht, W., and Cramer, W., 2011), “Internal and external green-blue agricultural water footprints of nations, and related water and land savings through trade”, Hydrol. Earth Syst. Sci., 15(5): 1641-1660.Falkenmark, M., 1995, “Land and water integration and river basin management”, Paper presented at the Proceedings of a FAO informal workshop, Rome, Italy, January 31-February 2.Falkenmark, M., 1997, “Meeting water requirements of an expanding world population”, Philosophical Transactions of the Royal Society B: Biological Sciences, 352(1356): 929-936.Falkenmark, M., 2005, “Green Water - Conceptualizing Water Consumed by Terrestrial Ecosystems”, Global Water News No. 2: 1-3.Falkenmark, M., and Rockström, J., 2004, Balancing Water for Humans and Nature: The New Approach in Ecohydrology, Earthscan.Falkenmark, M., and Rockström, J., 2006, “The New Blue and Green Water Paradigm: Breaking New Ground for Water Resources Planning and Management”, J. Water Resour. Plann. Manage., 132(3): 129-132.Gerten, D., Hoff, H., Bondeau, A., Lucht, W., Smith, P., and Zaehle, S., 2005, “Contemporary “green” water flows: Simulations with a dynamic global vegetation and water balance model”, Physics and Chemistry of the Earth, Parts A/B/C, 30(6–7): 334-338.Hoekstra, A. Y., 2003, “Virtual water trade-Proceedings of the international expert meeting on virtual water trade”, Paper presented at the Proceedings of the International Expert Meeting on Virtual Water Trade, Delft, the Netherlands, December 12-13 2002.Hoekstra, A. Y., and Hung, P. Q., 2002. “Virtual water trade-A quantification of virtual water flows between nations in relation to internatonal crop trade”, Value of Water Research Report Series No. 11, Delft, the Netherlands.Hoekstra, A. Y., Chapagain, A. K., Aldaya, M. M., and Mekonnen, M. M., 2009, Water Footprint Manual: State of the Art 2009, Enschede, The Netherlands: Water Footprint Network.Hoekstra, A. Y., Chapagain, A. K., Aldaya, M. M., and Mekonnen, M. M., 2011, The Water Footprint Assessment Manual - Setting the Global Standard, UK: Earthscan.Hu, G., Jia, L., and Menenti, M., 2015, “Comparison of MOD16 and LSA-SAF MSG evapotranspiration products over Europe for 2011”, Remote Sensing of Environment, 156: 510-526.Mekonnen, M. M., and Hoekstra, A. Y., 2010, “The green, blue and grey water footprint of crops and derived crop products, Volume 1: Main Report”, Value of Water Research Report Series No. 47, Delft, The Netherlands: UNESCO-IHE.Mekonnen, M. M., and Hoekstra, A. Y., 2011a, “The green, blue and grey water footprint of crops and derived crop products”, Hydrol. Earth Syst. Sci., 15: 1577-1600.Mekonnen, M. M., and Hoekstra, A. Y., 2011b, “National water footprint accounts: the green, blue and grey water footprint of production and consumption, Volume 1: Main Report”, Value of Water Research Report Series No. 50, Delft, The Netherlands: UNESCO-IHE.Mekonnen, M. M., and Hoekstra, A. Y., 2012, “A Global Assessment of the Water Footprint of Farm Animal Products”, Ecosystems, 15: 401-415.Mekonnen, M. M., Hoekstra, A. Y., and Becht, R., 2012, “Mitigating the Water Footprint of Export Cut Flowers from the Lake Naivasha Basin, Kenya”, Water Resources Management, 26(13): 3725-3742.Mohamed, Y. A., Bastiaanssen, W. G. M., and Savenije, H. H. G., 2004, “Spatial variability of evaporation and moisture storage in the swamps of the upper Nile studied by remote sensing techniques”, Journal of Hydrology, 289(1–4): 145-164.Mu, Q., Heinsch, F. A., Zhao, M., and Running, S. W., 2007, “Development of a global evapotranspiration algorithm based on MODIS and global meteorology data”, Remote Sensing of Environment, 111(4): 519-536.Mu, Q., Zhao, M., and Running, S. W., 2011, “Improvements to a MODIS global terrestrial evapotranspiration algorithm”, Remote Sensing of Environment, 115(8): 1781–1800.Mu, Q., Zhao, M., and Running, S. W., 2013, MODIS Global Terrestrial Evapotranspiration (ET) Product (NASA MOD16A2/A3) - Algorithm Theoretical Basis Document Collection 5, Washington, DC: National Aeronautics and Space Administretion.Nagler, P. L., Cleverly, J., Glenn, E., Lampkin, D., Huete, A., and Wan, Z., 2005, “Predicting riparian evapotranspiration from MODIS vegetation indices and meteorological data”, Remote Sensing of Environment, 94(1): 17-30.Ramoelo, A., Cho, M., Mathieu, R., Skidmore, A., Schlerf, M., and Heitkönig, I., 2012, “Estimating grass nutrients and biomass as an indicator of rangeland (forage) quality and quantity using remote sensing in Savanna ecosystems”, Paper presented at the 9th International Conference of the African Association of Remote Sensing and the Environment (AARSE), El Jadida, Morroco, October 29-Noverber 2.Ringersma, J., Batjes, N., and Dent, D., 2003, “Green Water: definitions and data for assessment”, The Netherlands: ISRIC.Rockström, J., 1997, On-farm agrohydrological analysis of the Sahelian yield crisis: rainfall partitioning, soil nutrients and water use efficiency of pearl millet. Doctoral thesis, Department of Systems Ecology, Stockholm University, Stockholm.Roerink, G. J., Su, Z., and Menenti, M., 2000, “S-SEBI: A simple remote sensing algorithm to estimate the surface energy balance”, Physics and Chemistry of the Earth, Part B: Hydrology, Oceans and Atmosphere, 25(2): 147-157.Romaguera, M., Salama, M. S., Krol, M. S., Su, Z., and Hoekstra, A. Y., 2012, “Remote sensing method for estimating green and blue water footprint”, Paper presented at the Remote Sensing and Hydrology Jackson Hole, Wyoming, USA., September 27-30.Sambridge, M., Braun, J., and McQueen, H., 1995, ‘Geophysical parametrization and interpolation of irregular data using natural neighbours”, Geophysical Journal International, 122(3): 837-857.Selander, L., 2014, “Making water your business: Company perspectives from the Baltic Sea Region”, Copenhagen, Denmark: Baltic Development Forum.Shiklomanov, I. A., 1998, World Water Resources: A New Appraisal and Assessment for the 21st Century : a Summary of the Monograph World Water Resources, Paris: UNESCO.Siebert, S., and Döll, P., 2010, “Quantifying blue and green virtual water contents in global crop production as well as potential production losses without irrigation”, Journal of Hydrology, 384(3-4): 198-217.Smith, M. and FAO (Food and Agriculture Organization of the United Nations), 1992, CROPWAT: A computer program for irrigation planning and management, Rome: Food & Agriculture Org.Sun, Z., Wei, B., Su, W., Shen, W., Wang, C., You, D., and Liu, Z., 2011, “Evapotranspiration estimation based on the SEBAL model in the Nansi Lake Wetland of China”, Mathematical and Computer Modelling, 54(3–4): 1086-1092.Velpuri, N. M., Senay, G. B., Singh, R. K., Bohms, S., and Verdin, J. P., 2013, “A comprehensive evaluation of two MODIS evapotranspiration products over the conterminous United States: Using point and gridded FLUXNET and water balance ET”, Remote Sensing of Environment, 139(0): 35-49.Wackernagel, M., and Rees, W., 1996, Our Ecological Footprint: Reducing Human Impact on the Earth, Gabriola Island: New Society Publishers.Westerhoff, R. S., 2015, “Using uncertainty of Penman and Penman–Monteith methods in combined satellite and ground-based evapotranspiration estimates”, Remote Sensing of Environment, 169: 102-112.Witmer, M. C. H. and Cleij, P., 2012, “Water Footprint: Useful for sustainability policies?”, Hague, Netherlands: PBL Netherlands Environmental Assessment Agency.Wu, C. D., Cheng, C. C., and Chuang, Y. C., 2012, “Spatial variability of evapotranspiration of old-growth cypress forest using remote sensing—a case study of Chilan Mountain cypress forest in Taiwan”, Canadian Journal of Forest Research, 42(6): 1060-1071.WWAP (World Water Assessment Programme), 2012, The United Nations World Water Development Report 3: Water in a Changing World (Two Vols.), France and UK: Earthscan.三、網頁參考文獻交通部中央氣象局,2015,中央氣象局測站資料說明。https://dbahr.narlabs.org.tw/pages/html/140_1.中央氣象局測站資料說明.pdf,取用日期:2015年6月10日。交通部中央氣象局,2015,臺灣氣候特徵簡介 - 臺灣的雨量。http://www.cwb.gov.tw/V7/climate/climate_info/statistics/statistics_1_2.html?,取用日期:2015年12月10日。花東製米股份有限公司,2013,天生好農產 - 米的種類。http://www.naturalrice.com.tw/type.php,取用日期:2015年12月10日。 國立中央大學太空及遙測研究中心,2003,衛星簡介>MODIS-Terra/Aqua。http://www.csrsr.ncu.edu.tw/08CSRWeb/ChinVer/C6TechSupp/Optical/MODIS.php,取用日期:2015年6月28日。國立成大產業永續發展中心,2013,環境友善 – 水足跡(WFN)。http://b10c10.web.ncku.edu.tw/files/15-1155-91027,c1455-1.php?Lang=zh-tw,取用日期:2015年12月15日。FAO (Food and Agriculture Organization of the United Nations) (2015). CROPWAT 8.0 model. Retrieved August 18, 2015, from FAO on the World Wide Web: http://www.fao.org/nr/water/infores_databases_cropwat.htmlMcCarthy, J. (2007). Our Ecological and Human Footprint. Retrieved July 5, 2015, from McCarthy, J. on the World Wide Web: http://www.ecojesuit.com/wp-content/uploads/2011/06/Our-Ecological-and-Human-Footprint_ENG.pdfMRC (Mekong Watersheds Information) (2005). Watershed Management Resource Kit- Chapter 1.2.5: Impacts of Vegetation and Land Use on Water Resources. Retrieved October 16, 2015, from MRC on the World Wide Web: http://mwi.mrcmekong.org/index.php/watershed-guidelines/guidelines?id=189USGS (U.S. Geological Survey) (2014a). Land Cover Type Yearly L3 Global 500 m SIN Grid. Land processes distributed active archive center (LP DAAS). Retrieved August 8, 2015, from USGS on the World Wide Web: https://lpdaac.usgs.gov/dataset_discovery/modis/modis_products_table/mcd12q1USGS (U.S. Geological Survey) (2014b). Vegetation Indices 16-Day L3 Global 250m. Land processes distributed active archive center (LP DAAS). Retrieved August 8, 2015, from USGS on the World Wide Web: https://lpdaac.usgs.gov/dataset_discovery/modis/modis_products_table/mod13q1WFN (Water Footprint Network) (2015). Product gallery. Retrieved July 08, 2015, from WFN on the World Wide Web: http://waterfootprint.org/en/ zh_TW